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                                <h1 id="person-re-identification">Person Re-identification</h1>
<h2 id="&#x53D1;&#x5C55;">&#x53D1;&#x5C55;</h2>
<ul>
<li>Multi-camera tracking</li>
<li>Multi-camera tracking with explicit &#x201C;re-identification&#x201D;</li>
<li>&#x72EC;&#x7ACB;&#x7684;re-id(image-based)</li>
<li>video-based re-id&#xFF08;&#x5BF9;&#x5355;&#x4E2A;&#x4EBA;&#x91C7;&#x6837;&#x591A;&#x4E2A;&#x5E27;&#xFF09;</li>
<li>deep-learning re-id</li>
<li>end to end image-based re-id: &#x7ED3;&#x5408;detection&#xFF0C;&#x505A;&#x5C3D;&#x53EF;&#x80FD;&#x5C11;&#x7684;&#x4E2D;&#x95F4;&#x4EBA;&#x5DE5;&#x5904;&#x7406;</li>
</ul>
<h2 id="&#x76EE;&#x6807;">&#x76EE;&#x6807;</h2>
<ul>
<li>&#x5728;&#x89C6;&#x9891;&#x6570;&#x636E;&#x4E2D;&#x627E;&#x5230;&#x4EBA;&#x7269;&#xFF08;&#x7A00;&#x758F;&#xFF09;</li>
<li>&#x5173;&#x8054;&#x5927;&#x91CF;&#x4E0D;&#x540C;&#x6444;&#x50CF;&#x5934;&#x6355;&#x6349;&#x5230;&#x7684;&#x4EBA;&#x7269;</li>
<li><p>&#x81EA;&#x52A8;&#x5339;&#x914D;&#x548C;&#x8FFD;&#x8E2A;&#x4EBA;&#x7269;</p>
<blockquote>
<p>Detect -&gt; Track -&gt; Retrieval</p>
</blockquote>
<p>&#x901A;&#x5E38;&#x8BA4;&#x4E3A;&#x7684;Re-id&#x53EA;&#x662F;&#x6307;Retrieval&#x8FD9;&#x4E2A;&#x8FC7;&#x7A0B;</p>
</li>
<li><p>Re-id&#x5F53;&#x505A;identification&#x4EFB;&#x52A1;&#x65F6;&#xFF0C;&#x76EE;&#x6807;&#x7C7B;&#x4F3C;&#x805A;&#x7C7B;&#x6216;&#x5206;&#x7C7B;</p>
</li>
<li>Re-id&#x5F53;&#x505A;recognization&#x4EFB;&#x52A1;&#x65F6;,&#x76EE;&#x6807;&#x7C7B;&#x4F3C;Ranking</li>
</ul>
<h2 id="&#x6570;&#x636E;">&#x6570;&#x636E;</h2>
<ul>
<li>video-based</li>
<li>image-based</li>
<li>&#x4E2A;&#x4F53;&#x7684;&#x52A8;&#x4F5C;&#x884C;&#x4E3A;</li>
<li>&#x957F;&#x671F;&#x7684;&#x6D3B;&#x52A8;&#x6A21;&#x5F0F;</li>
</ul>
<p><img src="../../../.gitbook/assets/reiddataset.png" alt=""></p>
<p><img src="../../../.gitbook/assets/reid2016.png" alt=""></p>
<h2 id="person-reid&#x6570;&#x636E;&#x96C6;&#x6536;&#x96C6;">Person Reid&#x6570;&#x636E;&#x96C6;&#x6536;&#x96C6;</h2>
<p><a href="http://www.liangzheng.org/Datasets.html" target="_blank">http://www.liangzheng.org/Datasets.html</a></p>
<p><a href="https://robustsystems.coe.neu.edu/sites/robustsystems.coe.neu.edu/files/systems/projectpages/reiddataset.html" target="_blank">https://robustsystems.coe.neu.edu/sites/robustsystems.coe.neu.edu/files/systems/projectpages/reiddataset.html</a></p>
<ul>
<li>&#x6570;&#x636E;&#x8D8A;&#x6765;&#x8D8A;&#x591A;</li>
<li>&#x8FB9;&#x754C;&#x503E;&#x5411;&#x4E8E;&#x7531;&#x884C;&#x4EBA;&#x68C0;&#x6D4B;&#x5668;&#xFF08;DPM&#xFF0C;ACF&#xFF09;&#x751F;&#x6210;&#xFF0C;&#x4F46;&#x8FD9;&#x79CD;&#x68C0;&#x6D4B;&#x5668;&#x53EF;&#x80FD;&#x4F1A;&#x9519;&#x6807;&#xFF0C;&#x5BFC;&#x81F4;re-id&#x51C6;&#x786E;&#x7387;&#x4E0B;&#x964D;</li>
<li>&#x6444;&#x50CF;&#x5934;&#x8D8A;&#x591A;&#x9700;&#x8981;&#x8D8A;&#x5927;&#x7684;&#x6CDB;&#x5316;&#x80FD;&#x529B;</li>
<li>&#x8BAD;&#x7EC3;&#x6027;&#x80FD;&#x9010;&#x5E74;&#x63D0;&#x5347;</li>
<li>&#x6DF1;&#x5EA6;&#x5B66;&#x4E60;&#x65B9;&#x6CD5;&#x53D6;&#x5F97;&#x4F18;&#x52BF;</li>
<li>&#x5927;&#x89C4;&#x6A21;&#x6570;&#x636E;&#x96C6;&#x4E0A;&#x8FD8;&#x6709;&#x63D0;&#x5347;&#x7A7A;&#x95F4;(mAP&#x51C6;&#x786E;&#x7387;&#x6781;&#x4F4E;&#xFF0C;&#x6027;&#x80FD;&#x6709;&#x5F88;&#x5927;&#x63D0;&#x5347;&#x7A7A;&#x95F4;)&#xFF0C;&#x6CDB;&#x5316;&#x80FD;&#x529B;&#x5F31;</li>
</ul>
<h2 id="&#x7279;&#x70B9;&#x4E0E;&#x56F0;&#x96BE;">&#x7279;&#x70B9;&#x4E0E;&#x56F0;&#x96BE;</h2>
<ul>
<li>&#x6570;&#x636E;<ul>
<li>&#x6444;&#x50CF;&#x5934;&#x91C7;&#x96C6;&#x5230;&#x7684;&#x56FE;&#x50CF;&#x6570;&#x636E;&#x7684;&#x89C6;&#x89D2;&#xFF0C;&#x73AF;&#x5883;&#xFF0C;&#x65F6;&#x95F4;&#x7B49;&#x90FD;&#x4E0D;&#x540C;</li>
<li>&#x6444;&#x50CF;&#x5934;&#x4E2D;&#x51FA;&#x73B0;&#x7684;&#x4E0D;&#x540C;&#x7684;&#x4EBA;&#x4F1A;&#x76F8;&#x4E92;&#x5E72;&#x6270;</li>
<li>&#x4E00;&#x4E2A;&#x4EBA;&#x4F1A;&#x51FA;&#x73B0;&#x5728;&#x4E0D;&#x540C;&#x7684;&#x6444;&#x50CF;&#x5934;&#x4E2D;</li>
<li>&#x6444;&#x50CF;&#x8DDD;&#x79BB;&#x4E0D;&#x786E;&#x5B9A;&#xFF0C;&#x4EBA;&#x6570;&#x4E0D;&#x786E;&#x5B9A;</li>
<li>&#x8BAD;&#x7EC3;&#x6570;&#x636E;&#x4E0E;&#x771F;&#x5B9E;&#x73AF;&#x5883;&#x4E0D;&#x4E00;&#x81F4;&#xFF0C;&#x641C;&#x7D22;&#x7A7A;&#x95F4;&#x5927;&#x5C0F;&#x4E0D;&#x786E;&#x5B9A;</li>
</ul>
</li>
</ul>
<h2 id="detect">Detect</h2>
<ul>
<li>object detection&#x5708;&#x51FA;&#x4EBA;&#x7269;&#x7684;&#x7CBE;&#x5EA6;&#x4E0D;&#x80FD;&#x5B8C;&#x5168;&#x6EE1;&#x8DB3;re-id&#x7684;&#x9700;&#x6C42;</li>
<li>&#x4EBA;&#x5DE5;&#x8BC6;&#x522B;&#x4EE3;&#x4EF7;&#x9AD8;&#xFF0C;&#x4E0D;&#x51C6;&#x786E;&#xFF0C;&#x7ECF;&#x9A8C;&#x4E0D;&#x53EF;&#x8FC1;&#x79FB;&#xFF0C;&#x9700;&#x8981;&#x81EA;&#x52A8;re-id</li>
</ul>
<h2 id="feature">Feature</h2>
<ul>
<li>&#x4EBA;&#x8138;&#x8BC6;&#x522B;&#x548C;&#x56FE;&#x50CF;&#x7EC6;&#x8282;&#x4E0D;&#x53EF;&#x9760;&#xFF0C;&#x592A;&#x6A21;&#x7CCA;</li>
<li>&#x4E00;&#x822C;&#x57FA;&#x4E8E;&#x89C6;&#x89C9;&#x7279;&#x5F81;&#xFF0C;&#x5982;&#x8863;&#x7740;&#xFF0C;&#x6301;&#x6709;&#x7269;&#xFF0C;&#x4F46;&#x8FD9;&#x4E9B;&#x7279;&#x5F81;&#x8FA8;&#x8BC6;&#x5EA6;&#x5F88;&#x4F4E;&#xFF0C;&#x4E14;&#x5F88;&#x5BB9;&#x6613;&#x53D7;&#x5149;&#x7EBF;&#x89C6;&#x89D2;&#x5F71;&#x54CD;&#xFF0C;&#x800C;&#x4E14;&#x5728;&#x8863;&#x7740;&#x53D8;&#x5316;&#x5927;&#x7684;&#x573A;&#x5408;&#x76F4;&#x63A5;&#x5931;&#x6548;</li>
<li>&#x7279;&#x5F81;&#x8868;&#x8FBE;&#x5F88;&#x53D7;&#x6444;&#x50CF;&#x5934;&#x5F71;&#x54CD;</li>
<li>&#x7279;&#x5F81;&#x7C7B;&#x5185;&#x5DEE;&#x5F02;&#x5927;&#x4E8E;&#x7C7B;&#x95F4;&#x5DEE;&#x5F02;&#xFF1A;&#x540C;&#x4E00;&#x4E2A;&#x4EBA;&#x5728;&#x4E0D;&#x540C;&#x5730;&#x65B9;&#x7684;&#x6837;&#x5B50;&#x7684;&#x5DEE;&#x5F02;&#x5927;&#x4E8E;&#x4E0D;&#x540C;&#x4EBA;&#x7684;&#x5DEE;&#x5F02;</li>
</ul>
<h2 id="&#x5EFA;&#x6A21;&#x548C;&#x7CFB;&#x7EDF;&#x8BBE;&#x8BA1;">&#x5EFA;&#x6A21;&#x548C;&#x7CFB;&#x7EDF;&#x8BBE;&#x8BA1;</h2>
<ul>
<li>&#x7C7B;&#x95F4;&#x5DEE;&#x5F02;&#x6709;&#x65F6;&#x5019;&#x5C0F;&#x4E8E;&#x7C7B;&#x5185;&#x5DEE;&#x5F02;</li>
<li>&#x6837;&#x672C;&#x5C11;&#xFF0C;&#x56E0;&#x6B64;&#x5F80;&#x5F80;&#x4E0D;&#x5F53;&#x591A;&#x5206;&#x7C7B;&#x95EE;&#x9898;&#x6765;&#x505A;&#xFF0C;&#x800C;&#x5F53;&#x505A;&#x4E8C;&#x5206;&#x7C7B;&#x95EE;&#x9898;&#x505A;&#xFF0C;&#x7ED9;&#x5B9A;&#x4E00;&#x4E2A;&#x4EBA;&#xFF0C;&#x5224;&#x65AD;&#x662F;&#x4E0D;&#x662F;&#x540C;&#x4E00;&#x4E2A;&#x4EBA;</li>
<li>&#x9700;&#x8981;&#x6570;&#x636E;&#x6807;&#x8BB0;&#xFF0C;&#x56E0;&#x6B64;&#x9700;&#x8981;&#x5C11;&#x7684;&#x8BAD;&#x7EC3;&#x6570;&#x636E;&#x7684;&#x7B97;&#x6CD5;&#x5F80;&#x5F80;&#x66F4;&#x53D7;&#x9752;&#x7750;</li>
<li>&#x4E0D;&#x540C;&#x6444;&#x50CF;&#x5934;&#x95F4;&#x6CDB;&#x5316;&#x80FD;&#x529B;&#x5F31;</li>
<li>&#x6027;&#x80FD;</li>
<li>&#x957F;&#x65F6;&#x95F4;&#x7684;re-id&#xFF0C;&#x4EBA;&#x7269;&#x53EF;&#x80FD;&#x6362;&#x8863;&#x670D;&#xFF0C;&#x62FF;&#x4E0D;&#x540C;&#x7684;&#x4E1C;&#x897F;&#xFF0C;&#x77ED;&#x65F6;&#x7684;&#x7279;&#x5F81;&#x4F1A;&#x53D8;&#x5F97;&#x4E0D;&#x53EF;&#x9760;</li>
</ul>
<h2 id="video-based">Video-based</h2>
<ul>
<li>multi-shot&#xFF1A;&#x8BA1;&#x7B97;&#x4EE3;&#x4EF7;&#x66F4;&#x9AD8;&#xFF0C;&#x95EE;&#x9898;&#x66F4;&#x591A;</li>
<li>pooling-based&#xFF1A;&#x805A;&#x5408;&#x591A;&#x5E27;&#x7279;&#x5F81;&#x4E3A;&#x4E00;&#x4E2A;vector&#xFF0C;&#x53EF;&#x6269;&#x5C55;&#x6027;&#x66F4;&#x9AD8;</li>
<li>&#x5EFA;&#x7ACB;&#x7D22;&#x5F15;</li>
<li>stable region&#x7684;stable&#x53EF;&#x4EE5;&#x52A0;&#x4E0A;&#x65F6;&#x95F4;&#x7684;&#x6982;&#x5FF5;</li>
<li>&#x5728;&#x65F6;&#x95F4;&#x4E0A;&#x505A;&#x805A;&#x7C7B;</li>
<li>&#x6761;&#x4EF6;&#x968F;&#x673A;&#x573A;&#xFF08;CRF&#xFF09;&#x8054;&#x5408;&#x65F6;&#x7A7A;&#x9650;&#x5236;</li>
<li>&#x5728;&#x6700;&#x540E;&#x4E00;&#x5C42;&#x6CE8;&#x5165;&#x65F6;&#x95F4;&#x4FE1;&#x606F;</li>
<li>&#x5582;&#x5165;RNN&#x8BB0;&#x5FC6;&#x5E27;&#x7684;&#x65F6;&#x95F4;&#x6D41;</li>
</ul>
<h2 id="&#x8BC4;&#x4EF7;&#x6807;&#x51C6;&#xFF1A;">&#x8BC4;&#x4EF7;&#x6807;&#x51C6;&#xFF1A;</h2>
<ul>
<li>Rank-1 accuracy&#xFF1A;&#x5339;&#x914D;&#x767E;&#x5206;&#x6BD4;&#xFF0C;</li>
<li>CMC curve&#xFF1A;&#x5339;&#x914D;&#x7684;&#x51FA;&#x73B0;&#x5728;rank&#x7684;&#x524D;x&#x7684;&#x767E;&#x5206;&#x6BD4;</li>
<li>mAP: &#x4E0D;&#x4EC5;&#x8861;&#x91CF;&#x662F;&#x5426;&#x5339;&#x914D;&#xFF0C;&#x8FD8;&#x8861;&#x91CF;&#x5339;&#x914D;&#x7684;&#x56FE;&#x662F;&#x5426;&#x5B8C;&#x6574;&#xFF08;&#x5373;&#x53EF;&#x80FD;&#x6709;&#x591A;&#x4E2A;&#x5339;&#x914D;&#x7684;&#x56FE;&#xFF09;</li>
</ul>
<h2 id="&#x7814;&#x7A76;&#x70ED;&#x70B9;">&#x7814;&#x7A76;&#x70ED;&#x70B9;</h2>
<ul>
<li>&#x5BFB;&#x627E;&#x53D7;&#x73AF;&#x5883;&#x5F71;&#x54CD;&#x5C11;&#x7684;feature representation</li>
<li>ML&#x4F18;&#x5316;Re-id&#x6A21;&#x578B;</li>
</ul>
<h2 id="&#x6B65;&#x9AA4;">&#x6B65;&#x9AA4;</h2>
<ul>
<li>&#x8F93;&#x5165;&#x8F68;&#x8FF9;&#x6216;&#x5305;&#x542B;&#x884C;&#x4EBA;&#x7684;&#x77E9;&#x5F62;&#xFF08;&#x53EF;&#x80FD;&#x7531;&#x89C6;&#x9891;&#x76D1;&#x63A7;&#x7CFB;&#x7EDF;&#x751F;&#x6210;&#xFF09;</li>
<li>&#x63D0;&#x53D6;&#x56FE;&#x50CF;&#x7279;&#x5F81;&#xFF0C;&#x800C;&#x4E0D;&#x4EC5;&#x662F;&#x50CF;&#x7D20;&#x70B9;</li>
<li>&#x6784;&#x5EFA;&#x4E00;&#x4E2A;&#x53EF;&#x89C6;&#x5316;&#x7684;feature representation&#xFF0C;&#x6BD4;&#x5982;feature&#x7684;&#x67F1;&#x72B6;&#x56FE;</li>
<li>&#x6BD4;&#x8F83;&#x7279;&#x5F81;&#x7684;&#x76F8;&#x4F3C;&#x5EA6;&#x6765;&#x5339;&#x914D;&#x4EBA;&#x7269;</li>
<li>&#x5339;&#x914D;&#x7B56;&#x7565;&#x53EF;&#x80FD;&#x5F71;&#x54CD;&#x7279;&#x5F81;&#x548C;&#x8D85;&#x53C2;&#x6570;</li>
</ul>
<h2 id="&#x7279;&#x5F81;&#x8868;&#x8FBE;">&#x7279;&#x5F81;&#x8868;&#x8FBE;</h2>
<blockquote>
<p>&#x63D0;&#x53D6;&#x989C;&#x8272;&#xFF0C;&#x7EB9;&#x7406;&#xFF0C;&#x7A7A;&#x95F4;&#x7ED3;&#x6784;&#xFF0C;&#x5BB9;&#x6613;&#x53EF;&#x9760;&#x6D4B;&#x91CF;&#xFF0C;&#x4E0D;&#x540C;&#x4EBA;&#x4E0D;&#x540C;&#x6444;&#x50CF;&#x5934;&#x95F4;&#x8FD9;&#x4E9B;&#x7279;&#x5F81;&#x90FD;&#x6709;&#x4E00;&#x4E9B;&#x533A;&#x5206;&#x5EA6;</p>
</blockquote>
<ul>
<li>&#x901A;&#x5E38;&#x7ED3;&#x5408;&#x591A;&#x79CD;&#x89C6;&#x89C9;&#x7279;&#x5F81;&#xFF0C;&#x505A;&#x6210;&#x7279;&#x5F81;&#x76F4;&#x65B9;&#x56FE;&#xFF0C;&#x7ED9;&#x4E0D;&#x540C;&#x7279;&#x5F81;&#x52A0;&#x6743;&#x91CD;&#xFF0C;&#x4F46;&#x7279;&#x5F81;&#x8D8A;&#x591A;&#x8D8A;&#x53EF;&#x80FD;&#x51FA;&#x73B0;&#x56FE;&#x50CF;&#x5339;&#x914D;&#x51FA;&#x9519;</li>
<li>&#x66F4;&#x8FDB;&#x4E00;&#x6B65;&#xFF0C;&#x4F1A;&#x63D0;&#x53D6;&#x8FD9;&#x6837;&#x4E00;&#x4E9B;&#x7279;&#x5F81;&#xFF1A;<ul>
<li>WH: weighted color histogram&#xFF08;RGB, YUV, HSV&#xFF09;</li>
<li>MSCR&#xFF1A;maximally stable color regions</li>
<li>RHSP: recurrent high-structured patches</li>
</ul>
</li>
<li>re-id&#x9996;&#x5148;&#x8981;&#x884C;&#x4EBA;&#x68C0;&#x6D4B;&#xFF0C;&#x4F46;&#x884C;&#x4EBA;&#x68C0;&#x6D4B;&#x7684;&#x51C6;&#x786E;&#x5EA6;&#x4E0D;&#x592A;&#x80FD;&#x6EE1;&#x8DB3;re-id&#x7684;&#x9700;&#x6C42;&#xFF0C;&#x5982;&#x679C;&#x6CA1;&#x628A;&#x884C;&#x4EBA;&#x5708;&#x51FA;&#x6765;&#xFF0C;re-id&#x7684;&#x7279;&#x5F81;&#x63D0;&#x53D6;&#x5F88;&#x5BB9;&#x6613;&#x53D7;&#x80CC;&#x666F;&#x5F71;&#x54CD;&#xFF0C;&#x6240;&#x4EE5;&#x5F88;&#x591A;&#x5DE5;&#x4F5C;&#x4F1A;&#x5148;&#x5C1D;&#x8BD5;&#x628A;&#x884C;&#x4EBA;&#x62A0;&#x51FA;&#x6765;</li>
<li>&#x68C0;&#x6D4B;&#x4E0D;&#x540C;&#x80A2;&#x4F53;&#x90E8;&#x4F4D;&#x6765;&#x5224;&#x65AD;&#x59FF;&#x6001;&#xFF0C;&#x5229;&#x7528;&#x5BF9;&#x79F0;&#x7279;&#x70B9;&#xFF1B;<ul>
<li>&#x5C06;&#x884C;&#x4EBA;&#x56FE;&#x50CF;&#x5206;&#x89E3;&#x6210;&#x591A;&#x4E2A;&#x8EAB;&#x4F53;&#x90E8;&#x4F4D;&#xFF0C;&#x6BD4;&#x8F83;&#x4E0D;&#x540C;&#x90E8;&#x4F4D;&#x4E4B;&#x95F4;&#x7684;&#x76F8;&#x4F3C;&#x5EA6;</li>
</ul>
</li>
<li>&#x6355;&#x6349;&#x4EBA;&#x7269;&#x8EAB;&#x4F53;3D&#x7279;&#x5F81;&#xFF0C;&#x51CF;&#x5C0F;&#x5BF9;&#x8863;&#x7740;&#x7684;&#x4F9D;&#x8D56;</li>
<li>&#x62E5;&#x6324;&#x573A;&#x6240;&#x7CBE;&#x786E;&#x884C;&#x4EBA;&#x68C0;&#x6D4B;&#x5F88;&#x56F0;&#x96BE;&#xFF0C;&#x6355;&#x6349;&#x884C;&#x4EBA;&#x4E4B;&#x95F4;&#x7684;&#x5173;&#x7CFB;&#xFF0C;re-id&#x4E00;&#x7FA4;&#x4EBA;</li>
<li><code>&#x4ECE;&#x89C6;&#x89C9;&#x7279;&#x5F81;&#x4E2D;&#x63D0;&#x53D6;&#x8BED;&#x4E49;&#x7528;&#x4E8E;re-id&#xFF0C;&#x6BD4;&#x5982;&#x53D1;&#x578B;&#xFF0C;&#x8863;&#x670D;&#x98CE;&#x683C;</code>: mid-level feature represention</li>
</ul>
<h2 id="&#x5EFA;&#x6A21;&#x5B66;&#x4E60;">&#x5EFA;&#x6A21;&#x5B66;&#x4E60;</h2>
<ul>
<li>&#x5728;&#x76F8;&#x5173;&#x7684;&#x6444;&#x50CF;&#x5934;&#x4E4B;&#x95F4;&#x505A;&#x8FC1;&#x79FB;&#xFF0C;&#x4EAE;&#x5EA6;&#x8FC1;&#x79FB;&#xFF0C;&#x59FF;&#x6001;&#x8FC1;&#x79FB;&#xFF0C;&#x80CC;&#x666F;&#x8FC1;&#x79FB;&#x7B49;</li>
<li><code>&#x8DDD;&#x79BB;&#x6D4B;&#x91CF;</code>:&#x627E;&#x5230;&#x4E00;&#x4E2A;&#x91CF;&#x5EA6;&#x5DEE;&#x5F02;&#x7684;&#x91CF;&#xFF0C;&#x4F7F;&#x5F97;&#x7C7B;&#x4E2D;&#x8DDD;&#x79BB;&#x5C0F;&#xFF0C;&#x7C7B;&#x5916;&#x8DDD;&#x79BB;&#x5927;&#xFF1A;&#x6700;&#x8FD1;&#x90BB;&#xFF0C;&#x4FE1;&#x606F;&#x7406;&#x8BBA;&#xFF0C;&#x903B;&#x8F91;&#x7CBE;&#x5EA6;&#xFF0C;&#x6982;&#x7387;&#x76F8;&#x5173;&#xFF0C;RankSVM<ul>
<li>Match&#xFF1A;&#x6700;&#x8FD1;&#x90BB;&#x7B97;&#x6CD5;&#xFF0C;Mahalanobis&#x8DDD;&#x79BB;&#x51FD;&#x6570;(&#x8DDD;&#x79BB;&#x4E2D;&#x52A0;&#x4E0A;&#x6743;&#x91CD;)&#xFF0C;KISSME&#xFF08;&#x6743;&#x91CD;&#x57FA;&#x7840;&#x4E0A;&#x5F15;&#x5165;&#x6982;&#x7387;&#xFF09;&#xFF0C; ITML&#xFF08;&#x5F15;&#x5165;&#x4FE1;&#x606F;&#x7406;&#x8BBA;&#xFF0C;&#x727A;&#x7272;&#x90E8;&#x5206;&#x4E00;&#x81F4;&#x6027;&#x4F7F;&#x5F97;&#x8DDD;&#x79BB;&#x5EA6;&#x91CF;&#x4E0E;&#x539F;&#x59CB;&#x8DDD;&#x79BB;&#x66F4;&#x63A5;&#x8FD1;&#xFF09;&#xFF0C;SVM&#xFF0C;boosting, adaboost.</li>
</ul>
</li>
<li>&#x51CF;&#x5C11;&#x6570;&#x636E;&#x6807;&#x8BB0;&#x9700;&#x6C42;&#xFF1A;&#x534A;&#x76D1;&#x7763;&#x7A00;&#x758F;&#x6807;&#x8BB0;&#xFF0C;&#x8FC1;&#x79FB;&#x5B66;&#x4E60;</li>
<li>&#x628A;re-id&#x5F53;&#x505A;&#x63A8;&#x65AD;&#x95EE;&#x9898;&#x6765;&#x505A;&#xFF0C;&#x586B;&#x5145;&#x7A00;&#x758F;&#x6570;&#x636E;&#xFF1B;&#x6761;&#x4EF6;&#x968F;&#x673A;&#x573A;&#xFF1B;</li>
<li>&#x4E0A;&#x4E0B;&#x6587;&#xFF1A;&#x5408;&#x5E76;&#x540C;&#x4E00;&#x8F68;&#x8FF9;&#x4E0A;&#x7684;&#x591A;&#x4E2A;&#x5E27;&#xFF0C;&#x96C6;&#x5408;&#x5206;&#x6790;&#xFF0C; &#x8003;&#x8651;&#x5916;&#x90E8;&#x4E0A;&#x4E0B;&#x6587;&#x6BD4;&#x5982;&#x4EBA;&#x7FA4;&#xFF0C;&#x5B66;&#x4E60;&#x6444;&#x50CF;&#x673A;&#x7F51;&#x7EDC;&#x7684;&#x62D3;&#x6251;&#xFF0C; &#x51CF;&#x5C11;&#x5339;&#x914D;&#x641C;&#x7D22;&#x7A7A;&#x95F4;&#x51CF;&#x5C11;&#x51FA;&#x9519;&#x7387;&#x3002;</li>
<li>&#x56FE;&#x50CF;&#x641C;&#x7D22;&#xFF1A;&#x7D22;&#x5F15;&#x4E0E;&#x54C8;&#x5E0C;</li>
</ul>
<h2 id="&#x5B9E;&#x9A8C;&#x73AF;&#x5883;&#x4E0E;&#x771F;&#x5B9E;&#x73AF;&#x5883;">&#x5B9E;&#x9A8C;&#x73AF;&#x5883;&#x4E0E;&#x771F;&#x5B9E;&#x73AF;&#x5883;</h2>
<ul>
<li>&#x5F53;&#x524D;&#x6570;&#x636E;&#x96C6;&#x7684;&#x5C40;&#x9650;</li>
<li>&#x5B9E;&#x9645;&#x641C;&#x7D22;&#x7A7A;&#x95F4;&#x5DE8;&#x5927;&#xFF0C;&#x4F1A;&#x4EA7;&#x751F;&#x8BB8;&#x591A;&#x8BEF;&#x5224;&#xFF0C;&#x9700;&#x8981;&#x7ED3;&#x5408;&#x73AF;&#x5883;&#x4E2D;&#x5176;&#x4ED6;&#x77E5;&#x8BC6;&#x6765;&#x7B5B;&#x9009;&#xFF0C;&#x6216;&#x8005;&#x6444;&#x50CF;&#x5934;&#x62D3;&#x6251;&#x63A8;&#x65AD;&#x4EBA;&#x7269;&#x51FA;&#x73B0;&#x5728;&#x67D0;&#x4E00;&#x5E27;&#x7684;&#x53EF;&#x80FD;&#x6027;&#xFF1A;&#x540C;&#x4E00;&#x4E2A;&#x4EBA;&#x5728;&#x4E0D;&#x540C;&#x6444;&#x50CF;&#x5934;&#x51FA;&#x73B0;&#x7684;&#x65F6;&#x95F4;&#x8868;&#x8FBE;&#x4E86;&#x6444;&#x50CF;&#x5934;&#x4E4B;&#x95F4;&#x7684;&#x8DDD;&#x79BB;&#xFF0C;&#x5BFB;&#x627E;&#x4EBA;&#x7FA4;&#x6D3B;&#x52A8;&#x6A21;&#x5F0F;&#x7684;&#x65F6;&#x7A7A;&#x5173;&#x7CFB;&#xFF0C;</li>
<li><code>&#x4EBA;&#x7FA4;re-id</code></li>
<li>&#x57FA;&#x4E8E;&#x670D;&#x9970;&#x5C5E;&#x6027;&#x7684;&#x7279;&#x5F81;&#x63CF;&#x8FF0;</li>
<li>&#x5DE5;&#x7A0B;&#x4E0A;&#x5E94;&#x7528;re-id&#x6210;&#x679C;&#x7684;&#x6BD4;&#x8F83;&#x5C11;&#xFF0C;&#x5173;&#x6CE8;&#xFF1A;&#x76F8;&#x5173;&#x6027;&#xFF0C;&#x5BB9;&#x91CF;&#xFF0C;&#x53EF;&#x7528;&#x6027;&#x3002;&#x4F7F;&#x7528;GPU&#xFF0C;&#x7ED3;&#x5408;&#x8F68;&#x8FF9;</li>
</ul>
<h2 id="other-idea">Other Idea</h2>
<ul>
<li>&#x591A;&#x6A21;&#x6001;&#xFF1A;&#x7ED3;&#x5408;&#x7EA2;&#x5916;&#x4FE1;&#x53F7;&#xFF0C;&#x6216;&#x8005;&#x5176;&#x4ED6;&#x4EBA;&#x7684;&#x80FD;&#x91CF;&#x4FE1;&#x53F7;&#xFF1A;&#x8FD0;&#x52A8;&#x65F6;&#xFF0C;&#x80FD;&#x91CF;&#x7684;&#x8F6C;&#x79FB;&#x548C;&#x6D88;&#x8017;&#x56E0;&#x4EBA;&#x800C;&#x5F02;&#xFF1B;&#x5229;&#x7528;&#x58F0;&#x97F3;&#x4FE1;&#x53F7;</li>
<li>Deep learning<ul>
<li>&#x7F3A;&#x4E4F;&#x8BAD;&#x7EC3;&#x6570;&#x636E;&#xFF1A;&#x5927;&#x591A;&#x6570;re-id&#x6570;&#x636E;&#x96C6;&#x4E2D;&#xFF0C;&#x4E00;&#x4E2A;&#x4EBA;&#x53EA;&#x6709;&#x4E24;&#x5F20;&#x56FE;&#xFF0C;&#x56E0;&#x6B64;&#x5927;&#x591A;&#x6570;&#x7814;&#x7A76;&#x91C7;&#x7528;&#x591A;&#x5F20;&#x56FE;&#x7684;&#x7EC4;&#x5408;</li>
<li>&#x5C06;&#x4E00;&#x5F20;&#x56FE;&#x5206;&#x6210;&#x82E5;&#x5E72;&#x4E2A;&#x90E8;&#x5206;&#xFF0C;&#x4F20;&#x7ED9;CNN</li>
<li>LSTM&#x8BB0;&#x5FC6;&#x8EAB;&#x4F53;&#x7EC4;&#x4EF6;&#x7684;&#x7A7A;&#x95F4;&#x8FDE;&#x63A5;&#x5173;&#x7CFB;</li>
<li>&#x5728;&#x4E0D;&#x540C;&#x5C42;&#x90FD;&#x505A;compare&#xFF08;&#x6027;&#x80FD;&#x4E0D;&#x597D;&#xFF09;</li>
<li>&#x6BD4;&#x8F83;&#x524D;&#x5148;resize</li>
<li>identification&#x6BD4;recognization&#x66F4;&#x80FD;&#x5145;&#x5206;&#x5229;&#x7528;&#x6807;&#x7B7E;</li>
</ul>
</li>
</ul>
<h2 id="&#x5C55;&#x671B;">&#x5C55;&#x671B;</h2>
<ul>
<li>&#x6027;&#x80FD;&#x8BC4;&#x4F30;</li>
<li>&#x5927;&#x6570;&#x636E;&#x5728;&#x7279;&#x5F81;&#x4E0A;&#x5EFA;&#x7ACB;&#x7D22;&#x5F15;</li>
<li>re-ranking&#x5339;&#x914D;&#x7ED3;&#x679C;</li>
<li>&#x771F;&#x5B9E;&#x73AF;&#x5883;&#x6570;&#x636E;&#x96C6;&#x4E0A;&#x7684;&#x51C6;&#x786E;&#x7387;&#x63D0;&#x9AD8;</li>
</ul>

                                
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